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“PdbU Platform” with its revolutionary Deep Learning Algorithms that can not only anticipate the IoT endpoint equipment behavior, but also find correlations between a mesh network of different IoT devices analyzing a devices health, anomaly detection, power availability, power consumption to mention only a few capabilities; the algorithm can tell us ahead of time that IoT device are being hacked, before something becomes irreversibly damaged.